Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.9
Licence
BSD
Last Release
6 months ago
First Release
November 10, 2017
Total Releases
45
Python Versions
3.9
3.10
3.11
3.12
No reported malware or high/critical advisories · Details
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
Package Insights
Package Risks
- No releases in 182 days despite active commits
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
84
Adoption
80
Community
80
Provenance
0
How the maintenance status was determined
Last commit
7 days ago
Monthly downloads
5,638,359
•
Active
Activity within 30 days
Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
5,638,359
Stars
8,277
Stars per 1k downloads
1.47
Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
Community Favorite
> 5 stars per 1k downloads
•
Rising Star
Balanced ratio of stars to downloads
Unknown
Fewer than 1,000 monthly downloads, or no star data
How download momentum is calculated
Week daily avg
202,757
Month daily avg
187,945
Momentum
+7.9%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
>=3.9
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
•
Legacy
Supports 3.10 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
BSD
•
Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
190 days ago
Total releases
45
Releases/year
5.0
Rapid
Last release within 365 days and > 12 releases/year
•
Regular
Last release within 365 days
Slow
Last release 366-730 days ago
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
134
Monthly downloads
5,638,359
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
•
Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
83
Issue Burden
59.1
per 1k stars
Discussions
7.7
per 1k stars
Fork Ratio
15.3%
contrib / forks
Stale Release
182d
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
105.1K
Windows
4.8K
macOS
2.4K
Python Versions
3.12
36.9%
39.6K
3.14
18.8%
20.2K
3.13
17.5%
18.8K
3.11
15.3%
16.5K
3.10
11.5%
12.4K
Top Countries
1.
US
93.1K
US
2.
DE
4.0K
DE
3.
JP
2.6K
JP
4.
SG
2.2K
SG
5.
CN
1.9K
CN
6.
NL
1.6K
NL
7.
AU
1.0K
AU
8.
IE
841
IE
9.
BE
761
BE
10.
GB
737
GB
Weekly Downloads
GitHub Stars *
Dependencies
6
- numba >=0.51.2
- numpy >=1.23
- pynndescent >=0.5
- scikit-learn >=1.6
- scipy >=1.3.1
- tqdm
12 optional dependencies
-
bokeh[plot]extra == "plot"
-
colorcet[plot]extra == "plot"
-
dask[plot]extra == "plot"
-
datashader[plot]extra == "plot"
-
holoviews[plot]extra == "plot"
-
matplotlib[plot]extra == "plot"
-
pandas[plot]extra == "plot"
-
pytest[test]extra == "test"
-
scikit-image[plot]extra == "plot"
-
seaborn[plot]extra == "plot"
-
tbb>=2019.0[tbb]extra == "tbb"
-
tensorflow>=2.1[parametric-umap]extra == "parametric-umap"
Used By
774
- scanpy 853.3K/mo
- bertopic 311.8K/mo
- funasr 295.4K/mo
- graspologic 74.3K/mo
- tts 55.2K/mo
- corvic-engine 38.3K/mo
- kura 35.0K/mo
- wisent 30.8K/mo
- altanalyze 20.7K/mo
- tmnt 16.5K/mo
Repository details
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords